{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-01-15T08:14:55.678438Z",
     "start_time": "2025-01-15T08:14:55.675904Z"
    }
   },
   "source": "import matplotlib.pyplot as plt",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-15T08:15:28.007634Z",
     "start_time": "2025-01-15T08:15:27.957687Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8)  # x,y要配队\n",
    "y=[17,17,18,15,11,11,12]\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "23816b61d96e5f40",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-15T08:20:07.736719Z",
     "start_time": "2025-01-15T08:20:07.699121Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.2 折线的颜色和形状设置\n",
    "\"\"\"\n",
    "基础属性设置\n",
    "color='red' : 折线的颜色\n",
    "alpha=0.5 : 折线的透明度(0-1)\n",
    "linestyle='--' : 折线的样式\n",
    "linewidth=3 : 折线的宽度—粗细\n",
    "\n",
    "线的样式\n",
    "- 实线(solid)\n",
    "-- 短线(dashed)\n",
    "-. 短点相间线(dashdot)\n",
    "： 虚点线(dotted)\n",
    "\"\"\"\n",
    "plt.plot(x, y, color='red',alpha=0.5,linestyle='--',linewidth=3)\n",
    "plt.show()"
   ],
   "id": "8e2a52a4b7085e5",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-15T08:21:00.114725Z",
     "start_time": "2025-01-15T08:21:00.077301Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.3 折点样式\n",
    "'''\n",
    "折点形状选择:\n",
    "================ ===============================\n",
    "character description\n",
    "================ ===============================\n",
    "``'-'`` solid line style\n",
    "``'--'`` dashed line style\n",
    "``'-.'`` dash-dot line style\n",
    "``':'`` dotted line style\n",
    "``'.'`` point marker\n",
    "``','`` pixel marker\n",
    "``'o'`` circle marker\n",
    "``'v'`` triangle_down marker\n",
    "``'^'`` triangle_up marker\n",
    "``'<'`` triangle_left marker\n",
    "``'>'`` triangle_right marker\n",
    "``'1'`` tri_down marker\n",
    "``'2'`` tri_up marker\n",
    "``'3'`` tri_left marker\n",
    "``'4'`` tri_right marker\n",
    "``'s'`` square marker\n",
    "``'p'`` pentagon marker\n",
    "``' '`` star marker\n",
    "``'h'`` hexagon1 marker\n",
    "``'H'`` hexagon2 marker\n",
    "``'+'`` plus marker\n",
    "``'x'`` x marker\n",
    "``'D'`` diamond marker\n",
    "``'d'`` thin_diamond marker\n",
    "``'|'`` vline marker\n",
    "``'_'`` hline marker\n",
    "'''\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, marker='o')\n",
    "plt.show()"
   ],
   "id": "7646ac10d3ce9c9e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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9GfNRWqZvko9e9FqZawrXMzsCm2tvbiW++tVOTR3bw+mSAMD9Fhl7++231adPHzszxikmUJjptMb3o8Xpc/O8rwcPg2vl/r0fZiE344N1adp7OM/pkgDAdeEjNzdXiYmJ9jCSk5NtOyUl5ZxbJx9++KHuvvtuOc2s4/Habb3tp/azmXPzOOt8/BfXyr31axWpIR2b2F6qFxfvcLocALhkfmVmZ7BqWLp0qZ06+32TJk3SjBkzbPvNN9/Uww8/bNf5iIiIqFZBJriY78nKylJ4eLhqCiucVh3Xyn1t2Z+lG19dIbOW3xcPDVSnZjX3bwQALkd13r+rHT5qW22FD8Bb3P+vDfp8c7qu7dJUb/20r9PlAEC137/ZWA7wMI9c28Eu+LZo60F9m3LM6XIAoNoIH4CHaRdVX2N7N7ftaQsZ+wHA8xA+AA/00ND2Cgrw04pdh7Vq12GnywGAaiF8AB4oLrKubu3fwrafW5gkNxu6BQAXRPgAPNQvh7RTaJC/vk05rq+2ZzpdDgBUGeED8FBR4aF2oznjuQVJKjU7/wGAByB8AB7snkFtFRYSqO0ZOXb6LQB4AsIH4MEa1gvWzwe1se0XFu1QcUmp0yUBwEURPgAPd9eA1oqsF6zkw3n6eEOa0+UAwEURPgAPVz8kUPdd3da2X168UwXFJU6XBAAXRPgAvMBtP2ipZuGhOpCVr/e/+e8mjwDgjggfgBcIDQrQA0Pb2fb0Jbt0orDY6ZIAoFKED8BLTOgbpxaRdXU4t1DvrtzrdDkAUCnCB+AlggL89ci17W37jWW7lXWyyOmSAKBChA/Ai9wUH6sOTesrO79YbyXscbocAKgQ4QPwIgH+fnp0eEfbfmdlsg7nFjhdEgCch/ABeJnhXZoqvnmEThSW6K9LdjtdDgCch/ABeBk/Pz/96rry3o/3Vu/T/uMnnS4JAM5B+AC80IB2jXVF60gVlpTq1S93Ol0OAJyD8AF4ae/HY6d6Pz5cn2aXXgcAd0H4ALxU31aRuqZTlEpKy/Tioh1OlwMAZxA+AC/26PAO9uu8TQe0LT3b6XIAwCJ8AF6sa0yEbugRrbIyadpCej8AuAfCB+DlHhnWQf5+0uJtB7Uh5ZjT5QAA4QPwdu2i6mtc7+a2PW1hktPlAADhA/AFDw1rr6AAP63cdUSrdh12uhwAPo7wAfiA5g3r6sf9W9j2cwuTVGYGgQCAQwgfgI+4/5p2Cg3y17cpx/XltkynywHgwwgfgI+ICgvVHVe2tu3nFyaptJTeDwDOIHwAPuSewW0UFhKo7Rk5+mxzutPlAPBRhA/AhzSoG6xfDGpj22bV0+KSUqdLAuCDCB+Aj7lzQGtF1gu2+718vCHN6XIA+CDCB+Bj6ocE6r6r29r2y4t3Kr+oxOmSAPgYwgfgg277QUtFR4TqQFa+3v8mxelyAPgYwgfgg0KDAvTANe1t+69LdymvoNjpkgD4EMIH4KPG922ulo3q6nBuoWas2ut0OQB8COED8FFBAf520znjjWW7lXWiyOmSAPiIaoePhIQEjRo1SjExMfLz89PcuXPPe822bdt00003KSIiQvXq1VO/fv2UksJ9ZcDdjIqPUcemYcrOL9aby3c7XQ4AH1Ht8JGXl6f4+HhNnz69wud3796tAQMGqFOnTlq6dKk2bdqkJ554QqGhoTVRL4AaFODvp0eHl/d+vLNirw7lFDhdEgAf4Fd2GTtMmZ6POXPmaMyYMWcemzhxooKCgvTPf/7zkv7M7Oxs22OSlZWl8PDwSy0NQBWZXwFj/rpKG1OP686rWunJUV2dLgmAB6rO+3eNjvkoLS3V559/rg4dOui6665TVFSUrrjiigpvzZxWUFBgCz77AOA65kPEY8M72va/Vqdo//GTTpcEwMvVaPjIzMxUbm6unnnmGY0YMUILFy7UzTffrLFjx2rZsmUVfs/UqVNtUjp9xMXF1WRJAKrgqnaN9IM2kSosKdWrX+50uhwAXq7Gez6M0aNH65FHHlHPnj3129/+VjfeeKNef/31Cr9nypQptovm9JGamlqTJQGoau/HdeW9Hx+uT9OeQ7lOlwTAi9Vo+GjcuLECAwPVpUuXcx7v3LlzpbNdQkJC7L2hsw8ArtenZaSGdopSSWmZXlxM7wcADwkfwcHBdlptUlLSOY/v2LFDLVu2rMkfBaAWTD4182XexgPaeoDxVwDcJHyYMR2JiYn2MJKTk237dM/GY489plmzZumtt97Srl279Je//EXz5s3TfffdV/PVA6hRXWMidGOPaNt+YdG5HyIAwLGptmbtjiFDhpz3+KRJkzRjxgzbfuedd+xA0rS0NHXs2FFPP/20HQdSFUy1BZy1+1Curn1hmUrLpNn3XaneLRo6XRIAD1Cd9+/LWuejNhA+AOf9+qON+mBdmq5s20jv//wHTpcDwAM4ts4HAO/w4ND2Cg7w16rdR7Ry12GnywHgZQgfAM7TvGFd/fiKFrb93IIkuwoqANQUwgeACt03pK3qBAUoMfW4Fm/LdLocAF6E8AGgQlFhobrjqla2PW1hkkrNCFQAqAGEDwCV+p9BbRQWGqjtGTmat+mA0+UA8BKEDwCValA32AYQ48VFO1RUUr6FAgBcDsIHgAu686rWalQvWHuPnNDH69OcLgeAFyB8ALigeiGBum9IO9t++cudyi8qcbokAB6O8AHgon5yRQtFR4QqPStf739T8SaRAFBVhA8AFxUaFGAXHjOmL9mlvIJip0sC4MEIHwCq5Ed9mqtVo7o6kleod1cmO10OAA9G+ABQJUEB/nrk2g62/UbCHmWdKHK6JAAeivABoMpG9YhRp2Zhyskv1hsJu50uB4CHInwAqDJ/fz89Oryjbb+7cq8O5RQ4XRIAD0T4AFAtwzpHKT6ugU4WldjBpwBQXYQPANXi5+enX19X3vthpt3uP37S6ZIAeBjCB4Bqu6pdY/2wTSMVlpTqlcU7nS4HgIchfAC4JL861fvx0YY07TmU63Q5ADwI4QPAJenTsqEd/1FSWqYX6f0AUA2EDwCXbPK15b0f8zYe0NYD2U6XA8BDED4AXLIuMeEaFR9j2y8sSnK6HAAegvAB4LI8Mqy9Avz9tHhbptbvO+Z0OQA8AOEDwGVp06S+ftS7uW0/v4DeDwAXR/gAcNkeHNZewQH++nrPEa3cddjpcgC4OcIHgMsW26COfnxFC9v+84IklZWVOV0SADdG+ABQI+4f0k51ggK0MfW4Hf8BAJUhfACoEU3CQnTnVa3OjP0oLaX3A0DFCB8Aasz/DGqrsNBAJR3M0bxNB5wuB4CbInwAqDERdYN0z+C2tv3ioh0qKil1uiQAbojwAaBG3XFlKzWuH6y9R07oo/VpTpcDwA0RPgDUqHohgbrv6na2/cqXO5VfVOJ0SQDcDOEDQI0z026jI0KVnpWvf32T4nQ5ANwM4QNAjQsNCtBDQ9vb9l+X7FJeQbHTJQFwI4QPALViXJ/mat24no7kFerdlclOlwPAjRA+ANSKoAB/PTysvPfjjYQ9yjpR5HRJANwE4QNArRnVI0admoUpJ79YbyTsdrocAG6C8AGg1vj7++nR4R1t+50VyfpiS7o+Sdyvr3cfUQkroAI+q9rhIyEhQaNGjVJMTIz8/Pw0d+7cc56/44477ONnHyNGjKjJmgF4kGGdo9SqUV3lF5fq3vc26KGZibr1rdUa8OxXmr8l3enyAHhC+MjLy1N8fLymT59e6WtM2EhPTz9z/Pvf/77cOgF4qAXfZdgFx74vIyvfhhECCOB7Aqv7DSNHjrTHhYSEhKhZs2aXUxcAL2BurTw9b2uFz5mbLn6Sff7aLs0U4G/OAPiCWhnzsXTpUkVFRaljx4669957deTIkUpfW1BQoOzs7HMOAN5hTfJRu9BYZUwAMc+b1wHwHTUePswtl3/84x/68ssv9eyzz2rZsmW2p6SkpOIllqdOnaqIiIgzR1xcXE2XBMAhmTn5Nfo6AD562+ViJk6ceKbdvXt39ejRQ23btrW9IUOHDj3v9VOmTNHkyZPPnJueDwII4B2iwkJr9HUAvEOtT7Vt06aNGjdurF27dlU6PiQ8PPycA4B36N860u7xUtloDvO4ed68DoDvqPXwkZaWZsd8REdH1/aPAuBmzCDSJ0d1se3KAoh5nsGmgG+pdvjIzc1VYmKiPYzk5GTbTklJsc899thjWr16tfbu3WvHfYwePVrt2rXTddddVxv1A3BzI7pF67XbeqtZxPm3Vp64sYt9HoBvqfaYj3Xr1mnIkCFnzk+P15g0aZJee+01bdq0SX//+991/PhxuxDZ8OHD9fvf/97eXgHgm0zAMNNpzawWM7j0n1/v07p9x7T/+EmnSwPgAL+ysjK3WuPYDDg1s16ysrIY/wF4qa+2H9RdM9apYd0grX58qEICA5wuCYAL37/Z2wWAyw3uEKVm4aE6dqJIi7YedLocAC5G+ADgcmaA6YS+zW175ppUp8sB4GKEDwCOGN83Tn5+0opdh5V69Py9XwB4L8IHAEfERdbVgHaNbfuDdfR+AL6E8AHAMbf0K1/N+MN1aSouKXW6HAAuQvgA4JhruzRVZL1gZWTnK2HnIafLAeAihA8AjjFTbMf2irXtfzPwFPAZhA8AbnHr5avtmcrMZndbwBcQPgA4qn3TMPVp2VAlpWX6aEOa0+UAcAHCBwC36f2YtTZVbrboMoBaQPgA4Lgbe0Srfkig9h05odV7jjpdDoBaRvgA4Li6wYG6qWeMbc9cm+J0OQBqGeEDgFuYeOrWyxdbMnT8RKHT5QCoRYQPAG6he2yEOkeHq7C4VHO/3e90OQBqEeEDgFvw8/M70/sxk4GngFcjfABwG2N6xiok0F/bM3K0KS3L6XIA1BLCBwC3EVE3SNd3j7ZtBp4C3ovwAcAt1/z4NPGA8gqKnS4HQC0gfABwK1e0jlSrRnWVV1iizzelO10OgFpA+ADgdgNPb+nXwra59QJ4J8IHALczrk+sAv39tCHluHYczHG6HAA1jPABwO1EhYVqaOco2565JtXpcgDUMMIHALc08dStl9nfpqmguMTpcgDUIMIHALc0qEMTNQsP1fETRVr43UGnywFQgwgfANxSgL+fJvRtbtuz1nLrBfAmhA8Abmt83zj5+Ukrdh1W6tETTpcDoIYQPgC4rbjIuhrQrrFt0/sBeA/CBwCPGHj64fpUFZeUOl0OgBpA+ADg1oZ1iVJkvWAdzC7Qsh2HnC4HQA0gfABwayGBARrbK9a2Z3LrBfAKhA8Abm9i//LN5r7anqnM7HynywFwmQgfANxeu6gw9W3ZUCWlZfpwfZrT5QC4TIQPAB7hln7lvR8frEtVaWmZ0+UAuAyEDwAe4YYe0aofEqh9R05odfIRp8sBcBkIHwA8Qt3gQN3UM8a2WfMD8GyEDwAe49ZTa358sSVDx08UOl0OgEtE+ADgMbrFhqtLdLgKi0s159v9TpcDwFXhIyEhQaNGjVJMTIz8/Pw0d+7cSl97zz332Ne89NJLl1ofAJxhfp+cnnY7c02qysoYeAr4RPjIy8tTfHy8pk+ffsHXzZkzR6tXr7YhBQBqyuj4WIUE+ivpYI42pmU5XQ4AV4SPkSNH6g9/+INuvvnmSl+zf/9+PfDAA/rXv/6loKCgS6kLACoUUTdI13ePtu1Za1OcLgeAO4z5KC0t1e23367HHntMXbt2vejrCwoKlJ2dfc4BABcy8dSaH58mHlBeQbHT5QBwOnw8++yzCgwM1IMPPlil10+dOlURERFnjri48l8qAFCZ/q0j1bpxPeUVluizTQecLgeAk+Fj/fr1evnllzVjxgw7MKwqpkyZoqysrDNHairz9wFcmPn9cnrFUzabA3w8fCxfvlyZmZlq0aKF7f0wx759+/Too4+qVatWFX5PSEiIwsPDzzkA4GLG9o5VoL+fvk05rqSMHKfLAeBU+DBjPTZt2qTExMQzh5ntYsZ/LFiwoCZ/FAAfFxUWqqGdo2ybFU8BzxJY3W/Izc3Vrl27zpwnJyfbkBEZGWl7PBo1anTO681sl2bNmqljx441UzEAnDKxfwst+O6gZn+bpl+P6KjQoACnSwJQGz0f69atU69evexhTJ482bZ/97vfVfePAoDLMqh9E0VHhOr4iSIt3HrQ6XIA1FbPx9VXX12tVQX37t1b3R8BAFUS4O+n8X3j9MqXO+2aHzfFs6gh4AnY2wWARxvfp7nM5LqVu44o5cgJp8sBUAWEDwAeLS6yrga0a2zbH6xj4CngCQgfADzerf1b2K8frk9VcUmp0+UAuAjCBwCPN6xzU0XWC9bB7AItTTrkdDkALoLwAcDjBQf6a1zvWNtmxVPA/RE+AHiF08utL0nK1MHsfKfLAXABhA8AXqFdVJj6tmyoktIyfbQ+zelyAFwA4QOAV614enq59dLSqq9HBMC1CB8AvMb13ZspLCRQKUdPaPWeI06XA6AShA8AXqNucKBu6lm+yikDTwH3RfgA4FUm9iu/9TJ/S4aO5RU6XQ6AChA+AHiVbrHh6hIdrsKSUs1N3O90OQAqQPgA4FX8/Px0a//yabcz16RWayNMAK5B+ADgdW7qGauQQH8lHcxRYupxp8sB8D2EDwBeJ6JOkG7oHn1m2i0A90L4AODVK55+uvGAcguKnS4HwFkIHwC8Uv/WkWrTuJ5OFJbo800HnC4HwFkIHwC8duDp6d6Pf6/h1gvgTggfALzW2N7NFejvZwedbs/IdrocAKcQPgB4rSZhIRrWualtM/AUcB+EDwBe7ZZTa37M+Xa/8otKnC4HAOEDgLcb1L6JYiJCdfxEkRZuPeh0OQAIHwC8XYC/n8b3Pb3iaYrT5QAgfADwBeP7Npefn7Rq9xHtO5LndDmAzyN8APB6zRvW1cD2TWz7g3UMPAWcRvgA4BMmnlrz48N1aSouKXW6HMCnET4A+AQz5bZRvWBl5hRoadIhp8sBfBrhA4BPCA7017g+zW175loGngJOInwA8BkTTs16+Wp7pjKy8p0uB/BZhA8APqNdVH31a9VQpWXSxxvSnC4H8FmEDwA+5ZZ+Lc4st15qUggAlyN8APAp13dvprCQQKUcPaHVe444XQ7gkwgfAHxK3eBAje4VY9v/ZrM5wBGEDwA+Z+KpWy8LtmToWF6h0+UAPofwAcDndIuNUNeYcBWWlNrdbgG4FuEDgE+veGoGnpaVMfAUcCXCBwCfdFPPWIUG+SvpYI4SU487XQ7gU6odPhISEjRq1CjFxMTIz89Pc+fOPef5p556Sp06dVK9evXUsGFDDRs2TN98801N1gwAly2iTpCu7x5t2zPXMPAUcOvwkZeXp/j4eE2fPr3C5zt06KC//OUv2rx5s1asWKFWrVpp+PDhOnSIvRQAuOfA03mbDii3oNjpcgCf4Vd2GTc7Tc/HnDlzNGbMmEpfk52drYiICC1evFhDhw696J95+vVZWVkKDw+/1NIA4KLMr7+h05Zpz+E8PTO2uyb2Lw8jAKqvOu/ftTrmo7CwUG+++aYtxvSWVKSgoMAWfPYBAK5gPkDdcmrg6UzW/ABcplbCx2effab69esrNDRUL774ohYtWqTGjRtX+NqpU6facHL6iIsr/0UAAK4wtndzBfr72UGn2zP48AN4bPgYMmSIEhMTtWrVKo0YMUITJkxQZmZmha+dMmWK7aI5faSm8ukDgOs0CQvRtV2a2jYDTwEPDh9mpku7du30gx/8QG+//bYCAwPt14qEhITYe0NnHwDgSqdvvZgFx/KLSpwuB/B6Llnno7S01I7tAAB3NLB9E8VEhCrrZJEWfJfhdDmA16t2+MjNzbW3VMxhJCcn23ZKSoqdhvv4449r9erV2rdvn9avX6+77rpL+/fv1/jx42ujfgC4bAH+fhrf978rngJws/Cxbt069erVyx7G5MmTbft3v/udAgICtH37do0bN86u92EWIzty5IiWL1+url271kb9AFAjxvdtLj8/adXuI9p3JM/pcgCvFljdb7j66qsvuA/C7NmzL7cmAHC55g3ralD7Jlq245Dt/fj1iE5OlwR4LfZ2AYDvbTb34fo0FZeUOl0O4LUIHwBwytDOTdWoXrAO5RRoSRJbQgC1hfABAKcEB/prXJ/mtj1rbYrT5QBei/ABAGeZcGrWy1fbM5WRle90OYBXInwAwFnaRdVX/1aRKi2TPlrPtFugNhA+AKCSFU9nrUtVqUkhAGoU4QMAvuf67tEKCwlU6tGT+nrPEafLAbwO4QMAvqdOcIBG94qx7ZmseArUOMIHAFRgYr8W9uuCLRk6mlfodDmAVyF8AEAFusVGqFtsuApLSu1utwBqDuEDACpxy6neD7Pmx4W2lQBQPYQPAKjETfExCg3y146Dufo29bjT5QBeg/ABAJWIqBNkZ74Ys9Yw8BSoKYQPAKjCwNN5mw4ot6DY6XIAr0D4AIAL6Neqodo0qacThSWat/GA0+UAXoHwAQAX4Ofnp4mnVjxlzQ+gZhA+AOAixvZurkB/P21MPa5t6dlOlwN4PMIHAFxE4/ohurZLU9ueRe8HcNkIHwBQjc3mzIJj+UUlTpcDeDTCBwBUwcD2TRTboI6yThZpwXcZTpcDeDTCBwBUQYC/n8b3bW7bM1nzA7gshA8AqKLxfePk5yd9veeI9h7Oc7ocwGMRPgCgisxtl0Htm9j2B+vo/QAuFeEDAKrh9JofH65PU1FJqdPlAB6J8AEA1TC0c1M1qhesQzkFWrI90+lyAI9E+ACAaggO9NeP+pQPPGXND+DSED4AoJomnLr1siQpUxlZ+U6XA3gcwgcAVFPbJvXVv1WkSsukj9bT+wFUF+EDAC5jxdNZ61JValIIgCojfADAJbi+e7TCQgOVevSkVu0+4nQ5gEchfADAJagTHKAxPWNte+baFKfLATwK4QMALvPWy8LvDupoXqHT5QAeg/ABAJeoW2yEusWGq7Ck1O52C6BqCB8AcBlu6dfCfp25JkVlZQw8BaqC8AEAl2F0zxiFBvlrZ2auNqQcd7ocwCMQPgDgMoSHBumG7jG2PYuBp0CVED4A4DJN7F8+8HTexnTl5Bc5XQ5QqZLSMn29+4g+Sdxvv5pzjwgfCQkJGjVqlGJiYuTn56e5c+eeea6oqEi/+c1v1L17d9WrV8++5qc//akOHDhQ03UDgNvo27Kh2jSpp5NFJfpsU7rT5QAVmr8lXQOe/Uq3vrVaD81MtF/NuXnc7cNHXl6e4uPjNX369POeO3HihDZs2KAnnnjCfp09e7aSkpJ000031VS9AOB2zAexiaem3ZqBp4C7mb8lXfe+t0Hp39uLyOxNZB53dQDxK7uM4dnmH9ycOXM0ZsyYSl+zdu1a9e/fX/v27VOLFuWjwi8kOztbERERysrKUnh4+KWWBgAudTi3QD+c+qWKSsr0nwcHqksMv7/gHkpKy2wPx/eDx2l+kppFhGrFb65RgL85uzTVef+u9TEfpggTUho0aFDh8wUFBbbgsw8A8DSN64fo2i5NbfuDdWw2B/exJvlopcHDMD0Q5nnzOlep1fCRn59vx4DceuutlaagqVOn2qR0+oiLK++6BABPXfNj9oY05ReVOF0OYGXmVB48LuV1bh0+zODTCRMm2EV3XnvttUpfN2XKFNs7cvpITeUTAwDPNKBdY8U2qKPs/GIt+C7D6XIAKyw0SFURFRYqjw4fp4OHGeexaNGiC977CQkJsc+ffQCAJzL3y8f3bW7b/2bgKdzAl9sO6vHZmy74GjPKIzoiVP1bR3pu+DgdPHbu3KnFixerUaNGNf0jAMBtje8bJz8/afWeo0o+nOd0OfBRh3IKdP/7G/Szv69TRnaBGtUPto9/fzjp6fMnR3W5rMGmtR4+cnNzlZiYaA8jOTnZtlNSUmzw+NGPfqR169bpX//6l0pKSpSRkWGPwkJ2fATg/cxtl8Edmtg2A0/hamVlZfpgbaqGvbBMn29Kl8kTvxjURst/PUSv39bbzmo5mzl/7bbeGtEt2r2n2i5dulRDhgw57/FJkybpqaeeUuvWrSv8viVLlujqq6++6J/PVFsAns6smXDPexvUJCxEq357jYICWEwatW/v4Tw9PmezVu0+Ys+7xoTrmbE91L15xDnTbs2sFjO41IzxMLdaaqrHozrv34HV/cNNgLhQXmFXRwC+7ppOTdW4frDt+v5qe6au69rM6ZLgxYpKSvW35cl6afEOFRSXKiTQX5Ov7aCfDWitwO8FXxM0ftjW+eEQxHEAqGHBgf4a17t84Omstdx6Qe3ZnJal0X9ZqWfnb7fB46p2jbTwkUH6n8Ftzwse7qTaPR8AgIub0C9ObyTs0dKkTKVnnVR0RB2nS4IXOVFYrBcW7tA7K5Nl9oaLqBOk/7uhs37Up7ld2NPduW8sAgAP1rZJfXs/3bwxfLQuzely4EUSdhzS8BcT9LcV5cFjVHyMFk8efGqmlfsHD4PwAQC15PRmc7PWparUoa3L4T2O5hVq8qxE/fSdNUo7dlIxEaF6546+evXWXnZwsychfABALRnZLVphoYH2jWLl7sNOlwMPVVZWprnf7rfTZ2d/u9+uI3PHla20cPJgO7jZEzHmAwBqSZ3gAI3pGat/rt6nmWtTNbB9+fofQFWlHj2h/5u7Rct2HLLnHZuGaeq47urdoqE8GeEDAGrRLf3ibPhY+F2G7TaPrFe+0iRwIWY9jndXJmvawh06WVSi4AB/PXBNOzuLxcym8nSEDwCoRd1iI9Q9NkKb92fZ3W7vHtjG6ZLg5ralZ+u3H2/SxrQse24GLk8d290OYvYWhA8AcEHvhwkfZs0Ps/CTp8xIgGvlF5XolS936s2EPSouLVNYSKCmXN/ZDlz2d+G+K67g+X03AODmbuoZo9Agf+3MzNWGlGNOlwM39PXuIxr58nL9deluGzxGdG2mxY8O1o+vaOF1wcOg5wMAall4aJBu6B6jjzekaeaaVPVp6bqty+Hesk4UaeoX2+yAZCMqLET/b3Q3jejm3Uvy0/MBAC4wsX/5mh+fbUpXTn6R0+XADabP/mdzuoa+sOxM8DC9HIsmD/b64GHQ8wEALtC3ZUO1bVJPuw/lad7GdPtGA9+UkZWvJz7ZokVbD9rzNk3q2d1nzcBSX0HPBwC4gBlkOrFfeeCYtTbF6XLgALPKrZl2PeyFZTZ4BAX46cFr2uk/Dw70qeBh0PMBAC5yc+9Y/XnBdjuFcuuBbHWJCXe6JLjIzoM5mjJ7s9btKx9w3DOugZ4d10Mdm4XJF9HzAQAu0rh+iK7tUr4cNr0fvqGguEQvLd6h619ZboNHveAAPTWqiz6+90qfDR4G4QMAXOiWU7de5ny7367rAO+1ft9R3fjKCr20eKeKSsp0Tacoux/LHVe1VoAXTp+tDm67AIALDWzXWLEN6mj/8ZOavyVDY3rFOl0SapiZzfTcgiQ7vqOszPR4BevJUV11Y49oFpg7hZ4PAHAhs2DUhL7l025ncuvF65iBpNe+kKB/fF0ePMb3aa7FkwdrVHwMweMs9HwAgIuN79tcL325Q6v3HFXy4Ty1blzP6ZJwmTJz8vX0p1v1+eZ0e96yUV396ebuuqpdY6dLc0v0fACAi8U0qKPBHZrYttnvBZ69WNgHa1M1bNoyGzzMWI7/GdxG8x8aRPC4AMIHADjAbBZmfLQ+TUUlpU6Xg0tgeq1+/NY3+vXHm5SdX6xuseH65P6rNGVkZ9UJDnC6PLfGbRcAcMDQzk3tQMTDuQX6anumruvq/UtqewsTFt9avkcvL96pguJSu2ngo9d21J1XtVJgAJ/pq4KrBAAOCArw17g+zW2bWy+eY2Pqcd30l5X68/wkGzwGtm+shQ8P1s8HtSF4VAM9HwDgkFv6xumNZXu0NClT6VknFR1Rx+mSUIkThcV6YeEOvbMyWaVlUoO6QXrihi4a2zuWWSyXgJgGAA5p06S+3dPDvJl9uC7N6XJQiWU7Dmn4iwn624ry4DGmZ4y+nDzY9lwRPC4N4QMA3GDgqbn1YjYeg/s4mleoR2YlatI7a5R27KRdHO7dO/vppYm91Kh+iNPleTTCBwA46Pru0QoLDbQrnq7cfdjpcnBq+uycb9M0dNpSuwy+6dy466rWWvjIIA3pGOV0eV6BMR8A4KDQoADd3CvWrog5c22qBrYvX/8Dzkg9ekL/O3eLEnYcsuedmoXpmXE97C60qDmEDwBw2C394mz4WPhdho7kFtCl74CS0jK9uzJZ0xbu0MmiEgUH+uuhoe31i0Ft7Mwk1CzCBwA4rGtMhLrHRmjz/izbzX/3wDZOl+RTth7I1m9nb9KmtCx7fkXrSE0d290OCEbtIHwAgJv0fpjwYW69/GxAa2ZRuEB+UYle/nKn3kzYY3s+zNib/72+s934z2wAiNpDXxIAuIHRPWNUJyhAuzJztSHlmNPleL1Vuw9rxEsJem3pbhs8ru/ezE6fndi/BcHDBej5AAA3EBYapBt6RNu9XmauSVWflpFOl+SVsk4U6U//2aZZ68pXlW0aHqLfj+6m4Sxv71L0fACAm6358dmmdOXkFzldjtdNn/18U7qGvrDsTPC47QcttGjyYIKHA+j5AAA30adlQ7VtUk+7D+Xp040H9JMrWjpdklcwS9c/MXeLFm/LtOfmGpvps/1a0bvkFMIHALgJM8h0Yr8W+uN/tmnmmhS1aVxfmTn5igoLtcuwBzAWoUJmzMaa5KPnXSuzYux73+yzm8DlFhQrKMBP913dTvcNaauQQLa8d5JfmemLqoaEhAQ999xzWr9+vdLT0zVnzhyNGTPmzPOzZ8/W66+/bp8/evSovv32W/Xs2bPKf352drYiIiKUlZWl8PDw6v3fAICHM+t89P/TYpWUnvt4dESonhzVRSO6RTtVmluavyVdT8/bqvSs/HOu1c8HttHnm9O1fl/54N3eLRrY3o4OTcMcrNa7ZVfj/bvaYz7y8vIUHx+v6dOnV/r8gAED9Oyzz1b3jwYAn7d279HzgoeRkZWve9/bYN9sUc5cC3NNzg4ehjn/f59ttcGjfkigfj+6qz6650qChyffdhk5cqQ9KnP77bfbr3v37r28ygDAB28fmE/xFTFd1Oami3n+2i7NfP4WzOlrdaGu+5BAf33x0EDFRdZ1YWXwiDEfBQUF9ji72wYAfJEZt/D9T/FnM2+05vn731+v6Ig68mVmEOmFrpVRUFxqd6MlfLgfx8PH1KlT9fTTTztdBgA4zgyYrIr5Ww7Wei2+dk3hY+FjypQpmjx58jk9H3Fx5XPdAcCXmJkaVTGmZ4xiG/p2z8f+Yyc1N/FAjV1T+Fj4CAkJsQcA+DozRdTM1DCDSysay2BGeTSLCNW0CT0Z81Fapm+Sj170WplrCvfDCqcA4CZMoDDTaY3vR4vT5+Z5Xw8eBtfKx8JHbm6uEhMT7WEkJyfbdkpKij03a3uY861by0dsJyUl2fOMjIyarh0AvI5Zx+O123rbT+1nM+fmcdb5+C+ulQ8tMrZ06VINGTLkvMcnTZqkGTNm2OPOO+887/knn3xSTz311EX/fBYZA4DKV+3E+bhW7qE679/VDh+1jfABAIDnqdUVTgEAAC4H4QMAALgU4QMAALgU4QMAALgU4QMAALgU4QMAALgU4QMAALgU4QMAALgU4QMAAPjWrrbfd3rBVbNSGgAA8Ayn37ersnC624WPnJwc+zUuLs7pUgAAwCW8j5tl1j1qb5fS0lIdOHBAYWFh8vPzq/FUZkJNamoq+8ZcBNeq6rhWVce1qh6uV9VxrZy/ViZOmOARExMjf39/z+r5MAU3b968Vn+Gudj85awarlXVca2qjmtVPVyvquNaOXutLtbjcRoDTgEAgEsRPgAAgEv5VPgICQnRk08+ab/iwrhWVce1qjquVfVwvaqOa+VZ18rtBpwCAADv5lM9HwAAwHmEDwAA4FKEDwAA4FKEDwAA4FI+ET4SEhI0atQou+qaWTV17ty5TpfktqZOnap+/frZFWajoqI0ZswYJSUlOV2WW3rttdfUo0ePMwv1/PCHP9QXX3zhdFke4ZlnnrH/Fh9++GGnS3E7Tz31lL02Zx+dOnVyuiy3tX//ft12221q1KiR6tSpo+7du2vdunVOl+WWWrVqdd7fLXPcf//9Lq/FJ8JHXl6e4uPjNX36dKdLcXvLli2zfxFXr16tRYsWqaioSMOHD7fXEOcyK/GaN9H169fbX3bXXHONRo8ere+++87p0tza2rVr9cYbb9jghop17dpV6enpZ44VK1Y4XZJbOnbsmK666ioFBQXZ4L9161ZNmzZNDRs2dLo0t/23l37W3yvzO94YP368y2txu+XVa8PIkSPtgYubP3/+OeczZsywPSDmDXbQoEGO1eWOTG/a2f74xz/a3hAT3MybB86Xm5urn/zkJ3rrrbf0hz/8wely3FZgYKCaNWvmdBlu79lnn7V7lLz77rtnHmvdurWjNbmzJk2anHNuPjy1bdtWgwcPdnktPtHzgUuXlZVlv0ZGRjpdilsrKSnRzJkzbQ+Ruf2CipletRtuuEHDhg1zuhS3tnPnTnubuE2bNjaspaSkOF2SW/r000/Vt29f+8ndfEjq1auXDba4uMLCQr333nu66667anwT16rwiZ4PXPoOw+aevOnW7Natm9PluKXNmzfbsJGfn6/69etrzpw56tKli9NluSUTzjZs2GC7flG5K664wvY4duzY0XaNP/300xo4cKC2bNlix2Lhv/bs2WN7GydPnqzHH3/c/t168MEHFRwcrEmTJjldnlubO3eujh8/rjvuuMORn0/4wAU/pZpfeNxvrpx5g0hMTLQ9RB999JH9hWfGzRBAzmW27n7ooYfsPebQ0FCny3FrZ98iNuNiTBhp2bKlPvjgA/3sZz9ztDZ3/IBkej7+9Kc/2XPT82F+Z73++uuEj4t4++237d8108PmBG67oEK//OUv9dlnn2nJkiV2YCUqZj5htWvXTn369LEzhczA5pdfftnpstyOGTOUmZmp3r172/EM5jAh7ZVXXrFtc9sKFWvQoIE6dOigXbt2OV2K24mOjj4v6Hfu3JnbVBexb98+LV68WHfffbecQs8HzmG2+nnggQfs7YOlS5cyeOsSPokVFBQ4XYbbGTp0qL1FdbY777zTTiH9zW9+o4CAAMdq84RBurt379btt9/udClux9wS/v5SADt27LA9RaicGaBrxsiY8VdOCfSVf7xnf2pITk62XeVmEGWLFi0crc0db7W8//77+uSTT+z95YyMDPt4RESEnUOP/5oyZYrttjR/h3Jycux1M4FtwYIFTpfmdszfpe+PG6pXr55dm4HxROf61a9+ZWdSmTfQAwcO2N1HTTi79dZbnS7N7TzyyCO68sor7W2XCRMmaM2aNXrzzTftgco/IJnwYW5LmV5Hx5T5gCVLlpide887Jk2a5HRpbqei62SOd9991+nS3M5dd91V1rJly7Lg4OCyJk2alA0dOrRs4cKFTpflMQYPHlz20EMPOV2G27nlllvKoqOj7d+r2NhYe75r1y6ny3Jb8+bNK+vWrVtZSEhIWadOncrefPNNp0tyawsWLLC/05OSkhytw8/8x7noAwAAfA0DTgEAgEsRPgAAgEsRPgAAgEsRPgAAgEsRPgAAgEsRPgAAgEsRPgAAgEsRPgAAgEsRPgAAgEsRPgAAgEsRPgAAgEsRPgAAgFzp/wMiiSk3fOnYswAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-15T08:22:56.481656Z",
     "start_time": "2025-01-15T08:22:56.409372Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.4 设置的图片的大小和保存\n",
    "import random\n",
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "# 设置图片的大小\n",
    "'''\n",
    "figsize:指定figure的宽和高，单位为英寸；\n",
    "dpi参数指定绘图对象的分辨率，即每英寸多少个像素，缺省值为80，1英寸等于2.5cm,A4纸是 21*30cm的纸张\n",
    "'''\n",
    "# 设置画布对象，figsize中对应的单位是英寸，dpi是每英寸有多少像素点\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y) # 传入x和y, 通过plot画图\n",
    "#plt.show()\n",
    "# 保存(注意：要放在绘制的下面,并且plt.show()会释放figure资源，如果在显示图像之后保存图片将只能保存空图片。)\n",
    "plt.savefig('./t1.png')\n",
    "# 图片的格式也可以保存为svg这种矢量图格式，这种矢量图放在网页中放大后不会有锯齿\n",
    "# plt.savefig('./t1.svg')"
   ],
   "id": "b5e4dd7a344a886d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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7L/3xv2zZsjh16lRUVFTEyy+/HHPmzMm6ZOAb7v9du3alQX9HR0eUlZWlS38kIeHkyZNvejzhHwAAAADklNt+AQAAACCnhH8AAAAAkFPCPwAAAADIKeEfAAAAAOSU8A8AAAAAckr4BwAAAAA5JfwDAAAAgJwS/gEAAABA5NO/AfdXkRQFK0ZyAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-15T08:29:08.812406Z",
     "start_time": "2025-01-15T08:29:08.757019Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.5 绘制x轴和y轴的刻度\n",
    "from matplotlib import pyplot as plt\n",
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "# 设置x轴的刻度\n",
    "# plt.xticks(x)\n",
    "# plt.xticks(range(1,25))\n",
    "# 设置y轴的刻度\n",
    "# plt.yticks(y)\n",
    "# plt.yticks(range(min(y),max(y)+1))\n",
    "# 构造x轴刻度标签\n",
    "x_ticks_label = [\"{}:00\".format(i) for i in x]\n",
    "#rotation = 45 让字旋转45度\n",
    "plt.xticks(x,x_ticks_label,rotation = 45)  \n",
    "# 设置y轴的刻度标签\n",
    "y_ticks_label = [\"{}°C\".format(i) for i in range(min(y),max(y)+1)]\n",
    "plt.yticks(range(min(y),max(y)+1),y_ticks_label)\n",
    "# 绘图\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "6d0ae3d6fe604887",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-15T09:47:33.040873Z",
     "start_time": "2025-01-15T09:47:32.972325Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.6 设置显示中文\n",
    "# matplotlib只显示英文,无法显示中文，需要修改matplotlib的默认字体（现在版本直接就可以显示）\n",
    "# 通过matplotlib下的font_manager可以解决\n",
    "# 两个小时内的每分钟跳动变化\n",
    "from matplotlib import pyplot as plt\n",
    "import random\n",
    "x = range(0,120)\n",
    "y = [random.randint(10,30) for i in range(120)]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y)# 加坐标轴信息\n",
    "# 在有中文输出的地方，增加一个属性： fontproperties\n",
    "# plt.xlabel('时间',fontproperties = 'simHei',fontsize=20)\n",
    "\n",
    "#rotation将字体旋转45度\n",
    "from matplotlib import font_manager\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\FZSTK.TTF',size=18)\n",
    "plt.xlabel('时间',rotation=45,fontproperties = my_font)\n",
    "plt.ylabel(\"次数\",fontproperties = my_font)\n",
    "# 设置标题\n",
    "plt.title('每分钟跳动次数',color='red',fontproperties = my_font)\n",
    "plt.show()"
   ],
   "id": "3c103efa5f813a2a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 26
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-15T09:45:28.706019Z",
     "start_time": "2025-01-15T09:45:28.636580Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.7 一图多线\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "# 假设大家在 30 岁的时候，根据自己的实际情况，统计出来你和你同事各自从11岁到30岁每年交的男/女朋友的数量如列表 y1 和y2，\n",
    "# 请在一个图中绘制出该数据的折线图，从而分析每年交朋友的数量走势。\n",
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "x = range(11, 31)\n",
    "# # 设置图形\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "'''\n",
    "添加图例:label 对线的解释，然后用 plt.legend 添加到图片上;\n",
    "添加颜色:color='red'\n",
    "线条风格:linestyle='-'; - 实线 、 -- 虚线，破折线、 -. 点划线、 : 点虚线，虚线、 '' 留\n",
    "空或空格线条粗细： linewidth = 5\n",
    "透明度： alpha=0.5\n",
    "'''\n",
    "plt.plot( x, y1, color='red', label='自己' )\n",
    "plt.plot( x, y2, color='blue', label='同事' )\n",
    "# 设置 x 轴刻度\n",
    "xtick_labels = ['{}岁'.format(i) for i in x]\n",
    "my_font = font_manager.FontProperties( fname='C:\\\\Windows\\\\Fonts\\\\SIMYOU.TTF', size=18 )\n",
    "plt.xticks( x, xtick_labels, fontproperties=my_font, rotation=45 )# 绘制网格（网格也是可以设置线的样式)\n",
    "# alpha=0.4 设置透明度\n",
    "plt.grid( alpha=0.4 )\n",
    "# 添加图例(注意：只有在这里需要添加prop参数是显示中文，其他的都用 fontproperties) \n",
    "# 设置位置 loc : upper left、 lower left、 center left、 upper center\n",
    "plt.legend( prop=my_font, loc='upper right' )\n",
    "# 展示\n",
    "plt.show()"
   ],
   "id": "8ced9dc5e4fa17c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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xscbGK6zC6jtrbLzCGiZrTLzjxo1Tw4cPN+tDxFpx+vTpZo145ZVXqvr166tly5YVMupt2rTJGDtRjRo11E8//aSC0tZ2GfRBVI8hqSThPcuWLcuqskK8+h133KEnTZqkDzvssCw3Tzc2/ZVXXtGnnHKK9kEx8QprmKyx8QqrsPrOGiMvGjFihL7mmmv0JZdcosuVK5fJfUOYTJkyZfSdd95Z5OcbNmxokmL7oJhYY+MVVmH1nTU2XmENkzUW3sWLF+vevXvrW2+9Vc+bN0+/++67Jv8y7OiAAw7QO++8s+7QoUNWqLG7XuSzNpVLKAU0tt3ahkUfhOsq1t5XX31VTZgwQe2+++7q+uuvVw888IC6+OKL1dVXX61uvfVWdc0116gHH3zQfGbDhg3GpZU8hrh37rDDDurnn382r9nn0qqYeIU1TNbYeIVVWH1njY3XXhtcFSpUUK+99poaOnSoatmyZea1Qw891HgmEm7yzTffmOc5jbfCgzHtp+qxscbGK6zC6jtrLLyupxIKmTWmdo2Vl+iM9u3bq0cffVT169dPPfvss+rxxx837GjfffdVl1xyibrtttsyn2Gt6Ir14t57723+7Y4NnyWGvc3IDgRcO5kU2XA89thjZlNhO8/++++vmjdvntlo8BlcQpHdVDBQ2KTY0CDX5TVNiolXWMNkdRcwMfDG1LY2XCAG1pjaNSZey8mP7c+NGzdWZ555pnmO1wkjXrlypfryyy+NEfOQQw5R69evNwZLeHnPjz/+aP5OPMciPc2yXPwOnRXF0Lax9GP3cIDfdm0RIqtNfcBhCe1p59YQWZOGrljaltxqtG25cuXM8yGyugq9XXPNx7atQ+a1OuCAA1SnTp3UkiVLVMeOHdVJJ52U+VuwDly4cKHJN/jZZ5+ZPkAaF14j/HbXXXc1r918883mu9J6CFxSiWGvBAvSJk2amE7TpUsXk1zSPs8kySbk8ssvVytWrFBly5Y1kycWcG6QTKDvv/++atOmTeo2GUVNgqHzxtS2sbSr3WC4Jy8h8yJ3YxUqq12ouDfeUFljG7OxzMe2Ld0+bK8xaTzYbrvtTMLnatWqmRwyhx9+eM7vvOWWW9SiRYtSx+ryuBsOq5BY3bZlHoaJf9vrTBoPfOfN14+Tz4fAajnY5NK2O+20k2FM9ukQWO09dvny5cYzun///urII4/MvB4SK6INaUsMG2z6q1atag6FQuS1bUvuWu6rFJ/q1q1bkGPWnYtpYx5bA3Voc3G++djyhraucJngtnMwhT74sdq4caPxzMOIt3r1ajOnsV7cZZddzA9/A+b03XbbzeTgq1evngpJYtgr4YbDdgxEx6LjY/klSWOrVq1MZ9lvv/3Me1etWmVe32OPPYzV/LDDDktleFDSPdv9d2i8SVb3dCM0VmvssdcEt+UPjRXZduREis3/+eefbxZqIY5b2472t3sDDo3VtishAzfeeKO65557VKVKlYJkjWkuzmcAsvNWSLy2XQlvee655zLtSngMi23XMGJ/kwSazaa7+ObE3c7l69atM9933XXXZf0/0iCukQ3zjjvumGWgTioEVmsgoBIzhmg2EmwoCAHCu5S/QSi8lpVrGzFihPHuwLgOt9t3Q2C11wJz06ZNzbxz7bXXGt7knOI7q73H4slDOoSGDRtmGfVCYnXvC2zwCwoK1MSJE8168ZFHHgmON9m2rJ0wUKPk9YU0P/Xu3dv8hpu+3LNnT2PICYXVvRYONwcPHmzWTszJrI+qV69uwkztesp3Xnd9ZHmsATO51tt+++2NIY9Q46eeeko1aNAg53e+8MIL6i9/+UteA6e32tpJ/tKmTZs2ZT0uKpki7123bp2uXbu2/sc//lHo8/azc+bM0Y0aNTJJK9Mme72rVq3Szz33nL7nnntMAvPvvvsu6/UQeG3CzLVr1+olS5bo2bNn521n31mtaMd7771Xf/PNN3nfEwLrL7/8Yn4vX75c77DDDvrmm28OltdeK21L4thmzZrpL774IkhWt10rVaqkjzzyyAxrcq4OqV0nTpxoCkWMHz9ef/rpp1mvh8DqXu+aNWv0woUL9euvv27a2157aLyrV6/Wbdu21bfddptJ1rz33nvrmjVr6v79+5u/QfI+dOaZZ+oePXoU+h7L/a9//UvXrVtXL1q0SKdJ9voefvhh3atXr8zzbsLqpHxnpf1uv/12PXToUJPA+4wzzjBzFX8D3pOcq3zktdf2ww8/6KuvvtokHW/VqpXeaaeddLt27fJ+zkfWpC6//HK93Xbb6b/97W/6p59+CorVvcdWrFhRX3zxxZnn3H6bHL8+srqiHzNmn376af3aa6/lvE6X30feZNtSSIHiARSo4p6bnJdCmZ8oDMEaCtbHHnvM3HfZB4XC6o5H1jqsKR599FH98ssv6xNPPFEfd9xxZo62+3jf1xWWFTvFTTfdZNiaNm2qn3rqKb106dJC70PYMVgLumsr+7odF3fddZcpymZfD0Vb3wybQuHGee+992byTNhcPUlhHcZiTJz2Mccck/f75s6da6znnMxjZU6LrIUbC3+PHj3Um2++acpgX3DBBSYRJV4QyfAZX3ndkxzi8Tt37mw4Tz75ZPN60uXYZ1ZX3377reratavpz3gS5JLvrO6J5NFHH62aNWtm+m8++c5rT5rvv/9+8xtPkRDnqORJM0UVGLvMUSjpNeEzqw0rYC6+8847zdxLzpDRo0ebueqrr74KZi52eem/t99+u8lz0qdPH3XcccepO+64Q3366acZT68Q7j305e7du5v7DZ4EgwYNMrlfSGJNSEy7du3MOOY+xOk5gpPPJMXfgjAZXqOwyMEHH6zSJNtPP/jgA/Xwww+rXr16mcf2tD2XfGZlnciYPfbYY9UVV1yh6tSpoyZPnmy8IkjknQxD9pWXa8Obg/sOeTAZt/Rdxu68efOMp7zbvvbfPrK6YxfhBczPDTfcYAr52OI8yff5yGrDb2vXrq0aNWqkhg0blvGEYb3MvISs1w5zma+sbltNmjTJeOrgNY2HItfJfWfBggXGA8p6Mfk8H9OOrB1s2w4ZMsR4M3GNtGs+b3YfWW3eNPKl4aF37rnnGta2bdsa/g8//DCYMYtsvjjC5mvVqqUuvfRSs0Z+/fXXTVvjjUZuYsYw6wqfx631iMe7tmbNmoaT/ICkZOHH7gl436//z4n3LR6LO++8s3nspmhiXMycOdOsw/jb2deD0da2LKZVxx9/vO7cubOx+BdlzR09erSuX79+3u/597//rffaay/90ksv6TSfWmGlt+IktmrVqvrFF18sZAX3mRfWvn37mpMcvPb++c9/6sqVK2d5FbjymdX2WU5zTj31VF2qVCl91VVXZU5wQmG1fZMTyT333FO3bt06cxqTS9Z7wldexJxEP+aUGSVPoax43ldWO9+67YrWr1+vBw4cmPdzPrJaMTZvueUWPXny5MxzeBU3b95cv/POO0Gx2tPX66+/3szD7r3n2GOPNVz/+c9/vO/HrvBq4kQd4X2INmzYYE7bq1SpYuZpvPqSSnrK0E8GDBhgvHWLmuu2pqZMmWK8QmjPE044wfzOxZNk85GVNuMaraxH15dffmnWF++9916Gy3femTNnGq81K8Yl4/SYY44xfZoxnU++sbpeLMy/eGKyJmYthaeHHcPI/bdvrNxrGaO1atXKen7MmDHGc+ewww7TJ598sn7kkUfMujkpn1hdDR8+XM+YMSPzmPvLEUccYcYsntRt2rTRK1eu9JqX+0u9evX0gQcemHXd3HPxzPzxxx+L9Mr0iRUtXrzYrKGs7P6dOdp9Ppd8Y0Xz58/Xl112WSFerrdx48a6TJky+uyzzzZ7X195bf/kvtO1a9dC64yGDRua9RPRhq7mzJmT2e8mWT/77DN9/vnnmzktRIlhL4dw78SwxYTIoNmccc/e7JKvf/3117pTp05ZC6G0iYWK3Ui6gxkX1nPOOScYXgY2LreuAZPnmCiKCtv0kTUp2hfuHXfcUXfo0CGvcc9XVm7ahMlceumlWTeCF154Qd999926oKDAGEiSmw5feTHW2o2kvWGNHTtW//WvfzU380GDBhVyo/eRlXbdZZddTLiX1bfffqsvuOACE7aZTz6yIkJG2Ewhd7F9zTXX6HHjxgXFih544AE9ZMiQQtfP82yejzrqKP3hhx96z2vbkvAYd2Fq77f8xlCw//77m81krs2z+10YBwlFSasBkznJbphZO8HGWiqfcc9nVkSo/EknnaSnT5+exYexp0GDBsawl1SuEDgfeGHBiGfD4e08jeHn/vvvN8bpc88916y1bAhUrrb2gdXV559/bgzwaNiwYWZ+shtJDoqT85RvrBgtOeB/5ZVXzGN+05Zc76xZs4xxAGMXDLZdfe3D9rq7deuWCc/kWpmfmbeWLVtmnueA6eCDD86kscm1/0s7L3MQqR5YA7sH2xw+wI9hL6T5mMO90047TX/11VdZ180heJMmTczenjBd9kTW2OVju7qGPfrovHnzCq0rHnzwQcNMyg/CVzHy5pMPvKwjunTpkjngt2JvR1huhQoVzD1oc6LPs+5k358vhZHvklDchAh/wiVz9uzZphz04sWLTfhXrrBcG2pgE5G6rpy8f9q0aSYkiCpEaRXhQPPnzzf/tmXuEa64uDG78pnXhuFSMdENzSV0c++99zZuy3fffbd65513TBicfY+PrFZcP/2VEOsjjjhCvfLKK+qxxx5TN910kwmpseFShB0gX1m5RlzPzzjjjIxL+fjx402yXMKP4SYxMi7mhFpY+cqLSzrzEqIPjxkzxlSwI1yVRO0kiz3rrLNMX/a5HxMSQ7n6Fi1aZOaf8uXLm4puS5cuNc+FNB9z7yHhb1IUiKANqWhH6IUdu762qxVj0fZj995K0mZCLQiB4j5E1TIrH3ltvyQsZsKECSZ5tb3fwsxvQvwICZs1a5Z6/vnns0KFXNHvhw4dasI8CQ1Mm+x99YQTTjCPWUMQnnrhhReqqVOnmpQfmwvL9YXV7ZPMS2effbYJvbV8FFk4/vjjsxK2E/LI+LUF2XzjZT6mMA0hTog2JISedRShb1w/BW8Ig6LqJgVUciVe94HVylbDJfyWOYnQLwqHwEeYHyw1atTI+3kfWAnPY400Y8YMM/+wdhg4cKC5XtIjjBs3zqSusc8T7pYrjNMHVivG68svv6zee+899fnnn6sHH3zQzFv77ruvCfmjSBfFmPi7sEbOFaqXdl7mINbGpJeybcYP60RCdDt27GjeV5ziCGlnRYxT0nswPkkRwLqA8cpegH/zm/BL9kD0Z1t0y0dWRJgpbUfqB9aGyPLss88+JgXTKaecYsa03fv4uK5A3FfY27AOtkVBEPce0pswdkn9MW7cuCK/hz0v8xhzXuXKlVWQ2tqWxTTKWrw57eB0DldPkuduznPP1YIFC0zCThJaplkUzMADJum19sEHHxhu9zTHWvxzndSlmZfrhQFvjn322Sdzsk57Hn300cYjpnv37sZDkbADQt8orpFPaWbNJU5gOMlCb7zxht5+++1N8nbckB9//PEiP+sLKyfqnLLiuYa3Gp62bhtSiIAT2ZYtW5oQKZ956cskZ8drAg+2Fi1a6E8++STzOt5s5513nt5tt91MAllfWfFMZFy6njAI71PmJntqly8BtE+s9kQSjy5OEW0Y/fPPP2/SQpCIv1y5csaTnBCCuXPnejkXu8Izj3sP4dZW3GPgxsMADxlCa5m3cxUgSCOvvVfmulY8XwiJIgTKTfhs1xsbN240nk94eeUS89aFF16or7vuusxzxen7W4M1+RrzFN7TSc+9fGuptLFujpd7LNeK55P7HtK5vP3225nHeAThPeF6HKSRtyhW1/OdPksSflewsZ5kzmJsJuUTq/scXh7u2oE1FJ57eM/n+w6fWBmLeB7i0YTncDLFB3MzzHiy5QpRTRvr5ngJIWeuxQuItAF27LqFQ/DswnORIlZp5y2KlfVhsigV45a1xLRp0zb73T6xEvmABzXr30MOOUSXLVvWzLnsB6w3PKH17du31/fdd1/qWTfHy75nm222MXscQkwRrOx18DaFmXUH3ni5lDbefN6j2CSI4mBPYNvRfS9tijd5y5YtzX0pFwP7RFj79OmTmrb9Xyhaw97mXI/t6xh/SmrcY6PChMlkkpbOk4+XyZ2bGwOC/AT2WgltgsHe6BhIhB7Y96SZNx8rG2Y3VxUTBa7ZrsjfRa4RWNwqOr6xupo6dap+6KGHMoZZwmnIvcAmsqjqkWljTfImr4VJG2MXG0ebH9KtYEfb0s+pXJhrDKeNN18Ik72ZYyAg3NiGWbghfLjmY9zDWG1DZ3xhdY04hBoQIpD8W7DxIDdmcQ5Z0szqCgNA9erVzWHD4Ycfrvfbbz/zwzhlsUqfpu8STs/myg03SSvr5nipYM2C0t0wsyi1IbUs0liU5sv5kiZet8I8+UwxWpIb0t0UUiUVYwAGXNegyUIUsTCvVq1aZpNpBT/hcG4+na3ZrvlYJ0yYkPe9+Yx7yfxkaWMtitcNkbdt6L6fcDcOV+xjxiyfZd5OK29xWPMZwdyxTr6y5MbZx35s14H0XRti/swzz5j3PPHEE2Y8E/ZGSPaTTz6Z6c++sLrzE9fM+pC0Hu79xd5n+c18TLoPV2ljLS4vh0G0Hzm6kml6LC9rjRtvvDHVvMUZs0lhnMUAxj0211rCN1YOQa1YT7DfY/3o5l6zczTtytxkQzvTylpcXtbCGPdYO9BfTz/9dOO0Y8XaEYeVpNLGa//fpItibDKvUrXainRLVHdm/rX7WfeeQ38vVapUVu5MK2wahCZjxE/+/0JTtIY9G2vtGrOSss+5xj03514ukW+EEx68wJLfkyZeBoMdEEzqyRM4XiOxeTLZLKd5Ni9DmnmTrJs7jXXblE1HMpGwL6z5TincBTaGPhLJ4rnHKQ43Ob6D96WdNVfbumJjzI3PLYjiXveVV16pa9euXeg7fWtbEsOSk4s5CUOPlfv3YOOBt1cyIX8IYxZvUxYvGIeKki+stt3wmGCeZTGKwatfv36F+jgL1mbNmumPPvrIC9aieFm0sSDlFJV7C7mdWHw9++yz5nUWbxg6WcgllSZe+//FiE7yaTa+5N5irqlTp07WARKvs/jEIP/xxx9nnucQgh8W2hw6uSIfEN+X/P+lkTVXW+Uy7pHTi35Bu1tPg7SxFod31KhReT/LAYxrtOZztL3t3yG0bVLWsMUcZg/YfGa17yPqAU9pvDPZD7hFF6xxyOZI9Y3V3Tzb9yUPzWy7krMtaTBKE2tJ52PyctF+rIXdwxZ7KMwaIxnZEsp8TAQPh/wYO3J5YfrGaudi+z6unegWDldc47T1Ykxzu5b03sNcy3qRQ+A333wz63s4KGQdlczfmyZet83Yp2F/IGd46dKldY8ePTLvo6APcy3XbY17tKn9fMuWLY1B0P1Ou6/H6Jn8/4WoKA17tkGZsBn0NtF8SYx7iM2JW9EPceqTho1GcXjdwZAUEwkeish6S3C6cdBBB2WFOKaNNx9rcTzb7GkOJyN4MSaLLfjCmuu6CPND3AisxxreizvttJM5yWEydG8GaWMtSduuWLHCeKy5nl/WcMupDZU1k4uYtPEWxWp52WCwIN15550zoZnI9W7CYJIMlfKJNZ+Yn/Buo8iPaxRIyhfWXN7Br776asazKWnoJMSP0+g0sxb33kO4E4aeGjVq6CuuuCJz0mz7OiEzf//73wt9d9p42QgSJuJ6fhAKc+KJJxYqRIVRi7HL3Dtp0qSs1witd8dzUsW5l6WJNdk+zM+0J4vzfffdN8vzII2sW8qL2IzZtsTzmHD6nj17ppp3S1gx2tsq7XZ+ZhNlizGEwMr6yBYGSYrNJqkFQmG1wrMUL2MrDAOXXHJJoX1P2lhLyktoHvMxezuMXS4v99pcobi+t629buaobbfd1hw0be4e6hsrxmgOCm2BSLvHY/3Pd9jn08r6e+49rujHN9xwQ5HvSQMv10l/tGsiIsqIwiJChUNBy04hH9JqYZi1UWc2vUXPnj0LzdH0azyq08T6v1SUhj13cU0oEJ4fNhfI5ox7eIpQdYcBhbt68gbn5k5JW+cpCS+DB6OAFYs2chUkF6Vp5S0uK7IThhX5j8jZxIThMvnIaq8TDz1O0JMnVNZ1OblxTitrPt7kNVr+5AaZyR1vJ27sbn9IK28uVtcIhLcAJ1psosjh5Qp3dlzXXU/MEMasPXG1cxKGECrZ5ZJPrPb67G9yJRJyYf8OlpuFHocsbp62NLMWxWuvk77K/dU9UbZtj8eB6+GUVl483+1JsXuYgLcA4SMYNV0vmBEjRhiDAK/Rh8nV1a5dOxPel3YVhzVXm9jnyG9Vvnx5463ng0rK64biYhDCwEVVenf9lIY++0ew8joHEBy0sJ6gj5MfsyhjSFpU0jHLYYsVfwMO0dhEuqyhtCvGWQ64qTbJISKsffv2TW3VzN/btqRq4aDhgAMOMOt/vKPwHHLD5kObjxEHv6wf2QfYXNwhsZLWg7XHzJkzzTqRdQPzMJFLIfZje+/Bc4/IJd7HfOx6E6dVtIl7kIDY12DYg9FWMiZaAzsMcxNj1K6Fafc2bdpkGUGT2toHwH+Goq2KS6XQcuXKmco5VD7q0qWLqZaSq1qZfY4Kb1deeaU68cQTTRWaI4880lQccmWrhRW30lBaeStUqGCq6iCqilIp58Ybb1R9+/Y1z9mKdmnkLQkrlaFuvvlmdf/995vHP/74o6ms06RJE7XrrrtmMfnIaq+zQYMG5vrbt29vHvMalb6oCEYFqc6dO6e+XYviTVZZhH/evHlmrFIx1rYtrK1btzb9263qlkbefKy26hVtSMXYp59+2lSCoproHXfcYaqIUm10wIAB6rzzzjNVVV35PmYtf506dUw10bFjx5oqZ7nkEyvX547ZPffcU02aNMlUAuPvADd9+IEHHjBVY/fff//UsxaHlx8qh3J/tVVvX3zxRTOeqVrH55mLk0ob78qVK804tFXm4YGBdqpWrZqp2utW4KNK7siRI82cRFvzfqrHtmvXLm/1urSoOKzJNrF9m0qpM2fOVMOHDzf3XrS5Crm+8dp7C/fdN954QzVt2lR17do1a/2Uhj77R7Dyet26dU2lzWeeeUb16tXLPObeE0I/dsesrbpt24+K1lTGdVlDaVcqbrKmqF27thozZoxZT1CB0lbNTHO7bknbdurUyXCylvjuu+/M59nfnXPOOUHOx3bOrV69uqkA/O6775pKoWlXSVlZb7B3vfbaa81Pv379zN6darE+qKT92N57WFM89NBD6vrrr1c1a9ZUzZs3V2kXHI8++qiaOHFi5jk4K1WqZPbl7HcuvfRSNWvWLDVlyhTTtuzzatWqpVq2bGnWT2eddZY644wz8v4/clXzDk46Url5pziBwjutON5dWI05hcU91CcL8JbwEtfOezntcHOWpfVEcktYOcHhNICTOkIpOHl2vTDT3rabY3WLwCSZcFOfPXu2N+1a0rblJOvQQw81uSUoHkKlPvckJ4S2tW3GqRYnVfRjqhGeddZZxpsvFNZ81483IieyNrzcB5WkXfHq4iQd73CqnpEHyA3dTHu7bknb4pFImAl5Ti+66KIiw77SJE6T8eSnkm/Sq4Wk126C8nwepr60a0lYk1XI8fzxLSxmS3kJK2f8+uCptyWsbk4yUrSQvqSoqvOhtGvax+cfOT+RvgTvvaIKraVRMh9vvh/nKj4W6vxEbmI+6xbU80Fb2rZEP8CfTMWTZjHXkGPYRpbRP4k6IkKFPIHsc0i/Q2Em6+1Pe1LZmb2sm3N7U8rH7P9S0Rr2kmLDX5zNJK7KbsW6tE+CW8ILE+7KJCZnUUrMu8+8uVjdnFXkqiJ/IotwN5zRx4mhuP04FOVrW9tPualRRIKwTQpOhMbqhuVivOUmxyLVvdmH3o9zhSGE0K6WhTmJaouEgfneh4vbtlOmTDF5j3w6ZLGh/+SgsmsEe80Y3SmMYvsq4V2EJ/t8Xy0JKwn3fdeWtq3t4z61c0lYCc/0WcVl5UDF935cknYlEX+sY9aHe03M8/Hv6ceht63bj33ktkV6EPuZZDolcvRy0H3MMcfkza+9yRPW/5WiN+y5HSDfBitWXjZXbjVVXxalxWUlkWooE0BJ2jUEZmnb/7K6xTKSn/Htb1CSfuzbfLQl7Zqv/Xxr1997r/WJN9dcS9VBvEvtY4oNkFdv+vTp2mfFxFpSXrwIcuXO9EUxta2whskaG6+whslaUl7yM4cm12GDKJD99tsvq7q16L9KZzKIP1FuDifisjt06GBySxC7TUw7Md/kIvvpp59ULLzff/+9WrNmjTrttNNUQUFB6nPCbClrmTJlDGcIbVuSfhxCjgFp2/+ykucnOUfZNvatrUvSj32bj7akXfP1Yd/a9ffea33izZXvhtyC5cuXzzwmnxG5IdeuXat8VkysJeX9+eefzWM7T/k2X8XUtsIaJmtsvMIaJmtJedetW6dCE/dPm6N39913N/niq1SpsrUvK5Xya6XxJ284SOz86quvmsIKH330kYqFl+TsixYtyvqMb4vSGNs2JtbYeIVVWENQbLxWq1evNoWa0Msvv6yuuOIK1bNnT9W4cWMVmmJijY1XWIU1BMXEK6xhssbEu2TJEjV37lzzb4o0cQD8ySefeHXg+6fK8d6LXm64z5tvvqnr1q1rcsyNGjVKh6iYeIU1TNbYeIVVWENQLLyWs2PHjvqjjz4y6S18K0ZVXMXEGhuvsAprCIqJV1jDZI2Nl7RKBQUFJqce+abhgnP8+PFb+9JSKzHs5RkwVJSpV6+eHjBggA5ZMfEKa7iKiVdYw1RMrLHxPvPMM3rQoEF6l112CXLxHStrbLzCKqwhKCZeYQ2TNSZeipZWq1ZNt2rVSnfv3l1PnjzZy/zLf5bEsJcnSeWYMWP01KlTgx0osfIKa5issfEKq7CGoFh4qWaHR+Jtt90WNGdsrLHxCquwhqCYeIU1TNbYeKmG+8UXX+ilS5du7UtJvUrxnz83+NcPkaCRWG7Enyj0WO6YeIU1XMXEK6xhKibWmHiXLVumKleu7G0xqpIoJtbYeIU1TMXEGhuvsIar2HhFm5cY9kQikUgkEon+BMW0+I6JNTZeYQ1TMbHGxius4So2XlF+iWFPJBKJRCKRSCQSiUQikUgk8lBi3hWJRCKRSCQSiUQikUgkEok8lBj2RCKRSCQSiUQikUgkEolEIg8lhj2RSCQSiUQikUgkEolEIpHIQ4lhTyQSiUQikUgkEolEIpFIJPJQYtgTiUQikUgkEolEIpFIJBKJPJQY9kQikUgkEolEIpFIJBKJRCIPJYY9kUgkEolEIpFIJBKJRCKRyEOJYU8kEolEIpFIJBKJRCKRSCRS/un/AFijfsevO8IRAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 20
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.8 拓展（一图多个坐标系子图）",
   "id": "fce89f5b2529a30a"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-15T09:51:43.293270Z",
     "start_time": "2025-01-15T09:51:43.188545Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "x = np.arange(1, 100)#划分子图\n",
    "fig,axes=plt.subplots(2,2)\n",
    "ax1=axes[0,0]\n",
    "ax2=axes[0,1]\n",
    "ax3=axes[1,0]\n",
    "ax4=axes[1,1]\n",
    "\n",
    "# fig=plt.figure(figsize=(20,10),dpi=80)  \n",
    "ax1.plot(x, x)  # 作图 1\n",
    "ax2.plot(x, -x)  # 作图2\n",
    "ax3.plot(x, x**2)# 作图 3\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)  # 网格设置\n",
    "ax4.plot(x, np.log(x)) # 作图4\n",
    "plt.show()"
   ],
   "id": "f68e4527858f71e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 27
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-15T09:53:28.208441Z",
     "start_time": "2025-01-15T09:53:28.106679Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# add_subplot 方法----给 figure 新增子图\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "x = np.arange(1,100)#新建 figure 对象\n",
    "fig=plt.figure(figsize=(20,10),dpi=80)\n",
    "#新建子图 1\n",
    "ax1=fig.add_subplot(2,2,1)\n",
    "ax1.plot(x, x)\n",
    "#新建子图 2\n",
    "ax3=fig.add_subplot(2,2,2)\n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)# 新 建 子 图 3\n",
    "ax4=fig.add_subplot(2,2,3)\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "id": "3f5565461877f370",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 3 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 28
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 8. 绘制散点图",
   "id": "d45cc3f321950e8b"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-15T09:58:07.384317Z",
     "start_time": "2025-01-15T09:58:07.318373Z"
    }
   },
   "cell_type": "code",
   "source": [
    "a =[11,17,16,11,12,11,12,6,6,7,8,9,12,15,14,17,18,21,16,17,20,14,15,15,15,19,21,22,22,22,23]\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14,15, 15, 15, 19, 21, 22, 22, 22,23]\n",
    "x = range( 1, 32 )\n",
    "# 设置图形大小\n",
    "plt.figure(figsize=(20, 8), dpi=80)# 使用 scatter 绘制散点图\n",
    "plt.scatter(x, y, label='3月份')# 调整 x 轴的刻度\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\SIMYOU.TTF', size=10)\n",
    "_xticks_labels = ['3月{}日'.format(i) for i in x]\n",
    "plt.xticks( x[::3], _xticks_labels[::3], fontproperties=my_font, rotation=45 )\n",
    "plt.xlabel( '日期', fontproperties=my_font )\n",
    "plt.ylabel( '温度', fontproperties=my_font )\n",
    "plt.grid( alpha=1)\n",
    "# 图 例\n",
    "plt.legend( prop=my_font )  \n",
    "plt.show()"
   ],
   "id": "f51bbb8f70ed15b2",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 33
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 9. 绘制条形图",
   "id": "705443de917ef6b8"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-15T10:03:35.872045Z",
     "start_time": "2025-01-15T10:03:35.822094Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\SIMYOU.TTF',size=16)\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "\n",
    "# 绘制条形图的方法\n",
    "rects = plt.bar(range(len(a)),b,width=0.3,color='r')  # 柱数，b：高度，width：条形的宽度，color：颜色\n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font,rotation=45)# 在条形图上加标注(水平居中)\n",
    "\n",
    "# 给每个条添加高度数值\n",
    "for rect in rects:\n",
    "    height = rect.get_height()\n",
    "    plt.text(rect.get_x() + rect.get_width()/2, height+0.3, str(height),ha=\"center\")  # 横、纵坐标、内容、对齐方式\n",
    "plt.show()"
   ],
   "id": "5a807e4b1983c592",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 37
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 10. 直方图",
   "id": "d03ded4099bd5365"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-15T10:10:49.014867Z",
     "start_time": "2025-01-15T10:10:48.903660Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 1）准备数据\n",
    "time = [131, 98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102,107, 114,\n",
    "119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115,99,\n",
    "136, 126, 134, 95, 138, 117, 111,78, 132, 124, 113, 150, 110, 117, 86,95, 144,\n",
    "105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101, 99, 136,123,\n",
    "117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120, 107, 129,116,\n",
    "108, 132, 103, 136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121, 112, 139,125,\n",
    "138, 109, 132, 134,156, 106, 117, 127, 144, 139, 139, 119, 140, 83, 110,102,123,\n",
    "107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112, 114, 122,109,\n",
    "106, 123, 116, 131, 127, 115, 118, 112, 135,115, 146, 137, 116, 103,144, 83, 123,\n",
    "111, 110, 111, 100, 154,136, 100, 118, 119, 133, 134, 106, 129, 126,110, 111, 109,\n",
    "141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103,\n",
    "130, 141, 117, 106, 114, 121, 114, 133, 137, 92,121, 112, 146, 97, 137,105, 98,\n",
    "117, 112, 81, 97, 139, 113,134, 106, 144, 110, 137, 137, 111, 104, 117,100, 111,\n",
    "101, 110,105, 129, 137, 112, 120, 113, 133, 112, 83, 94, 146, 133,101,131, 116,\n",
    "111, 84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "\n",
    "from matplotlib import font_manager\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\STSONG.TTF',size=18)\n",
    "# 2）创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "# 3）绘制直方图\n",
    "# 设置组距\n",
    "distance = 2  \n",
    "# 计算组数\n",
    "group_num = int((max(time) - min(time)) / distance)\n",
    "# 绘制直方图\n",
    "plt.hist(time, bins=group_num)\n",
    "\n",
    "# 修改 x 轴刻度显示\n",
    "plt.xticks(range(min(time), max(time))[::2])\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "#添 加 x, y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\",fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\",fontproperties=my_font)# 4）显示图像\n",
    "plt.show()"
   ],
   "id": "66ee565cd5e4ee4e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 42
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 11. 饼图",
   "id": "f1a74f58640c5485"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-15T10:18:41.941567Z",
     "start_time": "2025-01-15T10:18:41.911304Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "\n",
    "\"\"\"\n",
    "绘制饼图\n",
    "explode： 设置各部分突出\n",
    "label: 设置各部分标签\n",
    "labeldistance:设置标签文本距圆心位置，1.1表示 1.1倍半径\n",
    "autopct： 设置圆里面文本\n",
    "shadow：设置是否有阴影\n",
    "startangle：起始角度，默认从 0 开始逆时针转\n",
    "pctdistance：设置圆内文本距圆心距离返回值\n",
    "l_text：圆内部文本，\n",
    "matplotlib.text.Text object\n",
    "p_text：圆外部文本\n",
    "\"\"\"\n",
    "\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"]  # 各部分标签\n",
    "size = [55, 35, 10]  # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"]  # 各部分颜色\n",
    "explode = [0, 0.05, 0]  # 各部分突出值\n",
    "\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei']  # 用来正常显示中文标签\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,labeldistance=1.1, autopct=\"%1.1f%%\", shadow=False,startangle=90, pctdistance=0.6)\n",
    "\n",
    "plt.axis(\"equal\")  # 使饼图为圆形:设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "c848ed502bb2203",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 50
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
